AmpliconReconstructor integrates NGS and optical mapping to resolve the complex structures of focal amplifications.
Jens LuebeckCeyda CoruhSiavash R DehkordiJoshua T LangeKristen M TurnerViraj DeshpandeDave A PaiChao ZhangUtkrisht RajkumarJulie A LawPaul S MischelVineet BafnaPublished in: Nature communications (2020)
Oncogene amplification, a major driver of cancer pathogenicity, is often mediated through focal amplification of genomic segments. Recent results implicate extrachromosomal DNA (ecDNA) as the primary driver of focal copy number amplification (fCNA) - enabling gene amplification, rapid tumor evolution, and the rewiring of regulatory circuitry. Resolving an fCNA's structure is a first step in deciphering the mechanisms of its genesis and the fCNA's subsequent biological consequences. We introduce a computational method, AmpliconReconstructor (AR), for integrating optical mapping (OM) of long DNA fragments (>150 kb) with next-generation sequencing (NGS) to resolve fCNAs at single-nucleotide resolution. AR uses an NGS-derived breakpoint graph alongside OM scaffolds to produce high-fidelity reconstructions. After validating its performance through multiple simulation strategies, AR reconstructed fCNAs in seven cancer cell lines to reveal the complex architecture of ecDNA, a breakage-fusion-bridge and other complex rearrangements. By reconstructing the rearrangement signatures associated with an fCNA's generative mechanism, AR enables a more thorough understanding of the origins of fCNAs.
Keyphrases
- copy number
- nucleic acid
- genome wide
- high resolution
- mitochondrial dna
- papillary thyroid
- circulating tumor
- dna methylation
- single molecule
- squamous cell
- cell free
- label free
- high speed
- high density
- lymph node metastasis
- transcription factor
- childhood cancer
- magnetic resonance imaging
- machine learning
- computed tomography
- tissue engineering
- single cell
- staphylococcus aureus
- sensitive detection